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    MCP server that lets an AI analyst place real bets on Binance prediction markets, using Kelly criterion sizing, and tracks its performance through a transparent record of betting slips and outcomes.
    MIT
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    license
    B
    quality
    A
    maintenance
    Give any LLM agent a real Android or iPhone. 62 MCP tools: tap, swipe, type, screenshot, screen-tree reading, app launch, camera, TTS, crash reports, batched execution. Android via ADB, iPhone via WebDriverAgent, on-device inference, Docker+KVM emulators. Works with Claude Code, Cursor, LangChain, LlamaIndex, and any MCP client. MIT.
    66
    362
    MIT
  • F
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    Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.
    4
    -
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    license
    A
    quality
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    maintenance
    An MCP server for managing Maven dependency versions using direct metadata parsing from Maven Central. It provides tools to fetch latest stable versions, list version history, and compare versions with upgrade recommendations.
    4
    -
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    license
    A
    quality
    F
    maintenance
    Enables AI assistants like Claude to interact with humans through intuitive GUI dialogs, supporting text input, choices, confirmations, and information displays.
    6
    163
    MIT
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    quality
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    An MCP (Model Context Protocol) server that provides tools for checking Maven dependency versions. This server enables LLMs to verify Maven dependencies and retrieve their latest versions from Maven Central Repository.
    3
    299 npm
    34
    MIT
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    quality
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    Provides Maven artifact version resolution with caching, logging, and pre-release filtering for Maven Central.
    1
    8 npm
    Apache 2.0
  • A
    license
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    quality
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    maintenance
    A comprehensive MCP server for analyzing Maven jar files in the local repository, enabling AI agents to understand dependencies, analyze bytecode, and extract source code.
    17
    345 npm
    197 PyPI
    20
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for querying Maven Central artifacts. Supports searching by keywords or Maven coordinates, listing versions, and finding latest releases.
    1 npm
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    MCP server that provides a citation-first memory layer for AI agents, enabling verified search across Git-backed repositories and optional conversation memory. It exposes tools for doctor, sync, search, get, init, and ingest, returning JSON results with verified citations or abstain status.
    MIT
  • A
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    quality
    B
    maintenance
    Enables AI agents to search, read, and traverse a local knowledge base of Markdown files using full-text search and relationship graph, reducing token usage.
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Indexes local Maven and Gradle caches to enable AI agents to search for Java classes, method signatures, and source code, including from internal or obscure libraries.
    64 npm
    23
    ISC
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables natural-language analysis of GitHub repositories by exposing repository metadata, source code retrieval, search, and file reading as MCP tools, with answers grounded in the actual repository content.
    -
  • F
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    Not graded
    quality
    C
    maintenance
    Read-only MCP server for the July 2026 survey of AI in open-source design systems, enabling agents to query 19 systems' affordances, coercion techniques, and platform data via 9 tools, 2 resources, and 2 prompts.
    4
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  • F
    license
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    quality
    A
    maintenance
    Navigator for BPC Agentic Procurement, providing tools for submitting RFQs, checking status, requesting terms, and escalating to a human.
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